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Adaptive tracking control with quantized output observations and single unknown parameter 具有量化输出观测值和单未知参数的自适应跟踪控制
Jin Guo, Ji-feng Zhang, Yanlong Zhao
This paper studies the adaptive tracking control for systems with quantized output observations and one unknown parameter. A projection algorithm is proposed for parameter identification, based on which an adaptive control law is designed via the certainty equivalence principle. By use of the conditional expectation of the quantized observation with respect to the estimates, it is shown that the identification algorithm is both almost surely and mean square convergent, the closed-loop system is stable, and the adaptive tracking control is asymptotically optimal.
研究了具有量化输出观测值和一个未知参数的系统的自适应跟踪控制。提出了一种用于参数辨识的投影算法,在此基础上利用确定性等价原理设计了自适应控制律。利用量化观测值相对于估计的条件期望,证明了该辨识算法几乎肯定且均方收敛,闭环系统是稳定的,自适应跟踪控制是渐近最优的。
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引用次数: 2
Icing load prediction for overhead power lines based on SVM 基于支持向量机的架空线路结冰负荷预测
Qi-mao Li, Peng Li, Qing Zhang, Wenping Ren, M. Cao, Shangfei Gao
The icing of overhead transmission lines is the main problem for the safety of power grid, It is necessary to establish the model of icing load prediction on overhead transmission lines. The prediction model utilizes the ambient temperature, humidity, wind speed, wind direction, sunlight and air pressure as training data of input, the icing load is the output of prediction model based on Support Vector Machine (SVM). According to the results of simulation, this model is available to the prediction of icing load, even in different process of icing in the same transmission line during a short time. So it is helpful for preventing the disaster of power grid and reducing of economic losses.
架空输电线路结冰是影响电网安全运行的主要问题,有必要建立架空输电线路结冰负荷预测模型。该预测模型以环境温度、湿度、风速、风向、日照和气压作为训练数据的输入,结冰负荷为基于支持向量机(SVM)的预测模型的输出。仿真结果表明,该模型适用于同一输电线路在短时间内不同结冰过程中结冰负荷的预测。这对预防电网灾害和减少经济损失是有帮助的。
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引用次数: 12
Approach of remotely sensed data processing task scheduling problem based on ant colony optimization 基于蚁群优化的遥感数据处理任务调度方法
Li Wen, G. Peng, Chen Ying-wu, Li Ju-fang
With the development of remote sensing technology, remote sensing data frequency-intensive has received and processed, the demand of remote sensing applications has kept an increasing growth. The management and planning for multi-source remote sensing data processing became very complicated with the evolution of remote sensed application requests. The way of effect management and scheduling can improve utility of processing resources and sufficiently exert abilities of remote sensing processing center. Based on the multi-objective optimization characteristic of the problem, this paper presents the mathematical model of the problem. An ant colony optimization algorithm is proposed for solving this problem. At last, experiments results show the effectiveness of our approach compared with the results of heuristic algorithm and simulated annealing algorithm.
随着遥感技术的发展,遥感数据的接收和处理频率越来越高,遥感应用的需求也在不断增长。随着遥感应用需求的不断发展,多源遥感数据处理的管理和规划变得非常复杂。采用效果管理和调度的方式,可以提高处理资源的利用率,充分发挥遥感处理中心的能力。根据该问题的多目标优化特点,建立了该问题的数学模型。针对这一问题,提出了一种蚁群优化算法。实验结果表明,该方法与启发式算法和模拟退火算法的结果进行了比较。
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引用次数: 1
Parameter estimation of rational models based on artificial bee colony algorithm 基于人工蜂群算法的有理模型参数估计
Defeng Wu, Wan-Neng Yu, Zibin Yin
Artificial bee colony (ABC) algorithm is a simple, robust and population based stochastic optimization algorithm based on a particular intelligent behavior of honeybee swarms. Non-linear rational model has been one of the most popular non-linear autoregressive moving average with exogenous input (NARMAX) sub-model sets. In this study, an approach based on artificial bee colony algorithm for estimating the parameters of non-linear rational models is presented. The effectiveness of the ABCE algorithm is initially demonstrated by some simulation experiments.
人工蜂群算法是一种基于蜂群特定智能行为的简单、鲁棒、基于种群的随机优化算法。非线性理性模型是目前最流行的一种带外源输入的非线性自回归移动平均子模型集。本文提出了一种基于人工蜂群算法的非线性有理模型参数估计方法。仿真实验初步验证了ABCE算法的有效性。
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引用次数: 7
Social learning on networks with community structure 基于社区结构网络的社会学习
He Huang, Yucheng Wei, Xiaofan Wang
Almost all existing social learning models assume that there is only one type of agents in the society in order to avoid identification problem. In this work, we assume that there are various types of agents according to the communities they locate in. We design the rule of weight adjustment and testify that the updating rule with weight adjustment ensures learning on the whole social network. Furthermore, we show that how convergence speed is influenced by two updating-relevant parameters, and present instruction on how to attain the optimal social learning efficiency.
为了避免识别问题,几乎所有现有的社会学习模型都假设社会中只有一种类型的主体。在这项工作中,我们假设根据他们所在的社区有不同类型的代理。我们设计了权重调整规则,并证明了权重调整的更新规则保证了整个社会网络的学习。此外,我们展示了收敛速度如何受到两个更新相关参数的影响,并给出了如何达到最优社会学习效率的说明。
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引用次数: 1
Reliable recalibration of DC head skew in hard disk drives 可靠的重新校准直流磁头歪斜在硬盘驱动器
Y. Xiao, C. Zhang, X. Ge, J. N. Sun, X. Wang
In hard disk drives (HDDs), head skew error among multiple heads is pre-calibrated during manufacturing process. Due to environmental change or non-operating shock, additional head skew errors across stroke may be resulted in. In this paper, a reliable recalibration strategy of DC head skew error during servo startup is proposed, where a sector-dependent head-switching scheme for avoidance of wrong calibration is developed. Test results demonstrate its effectiveness to enhance drive performance post non-operating shock.
在硬盘驱动器(hdd)中,在制造过程中需要预先校准多个磁头之间的磁头倾斜误差。由于环境变化或非操作冲击,额外的头部歪斜误差跨行程可能导致。本文提出了一种可靠的伺服启动时直流磁头偏斜误差的再校准策略,并提出了一种扇形相关的磁头切换方案以避免错误校准。试验结果表明,该方法能有效提高非操作冲击后的驱动性能。
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引用次数: 2
Explicit MPC for multi-rate control systems 多速率控制系统的显式MPC
Y. Jiang, Yuanyuan Zou, Y. Niu
In this paper, explicit model predictive control (MPC) schemes for discrete-time linear-invariant multi-rate systems with constraints on inputs and states are studied. The optimization problem of multi-rate predictive control systems can be formulated by solving a multiparametric linear program (mp-LP), and the explicit state feedback control laws are developed. Further, based on the closed-loop multi-rate piecewise affine (PWA) structure, stability analysis is presented by linear matrix inequality (LMI). The simulation results show the effectiveness of the explicit MPC for multi-rate system.
研究了具有输入约束和状态约束的离散时间线性不变多速率系统的显式模型预测控制(MPC)方案。通过求解多参数线性规划(mp-LP),提出了多速率预测控制系统的优化问题,并建立了显式状态反馈控制律。进一步,基于闭环多速率分段仿射(PWA)结构,利用线性矩阵不等式(LMI)对其稳定性进行了分析。仿真结果表明了显式MPC在多速率系统中的有效性。
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引用次数: 1
The statistical research of human dynamics on correspondence 人类通信动态的统计研究
Shaocheng Qu, Qinqin Wang, Li Wang
Studies on temporal statistics of human behavior not only contribute to a profound understanding of complexity of socio-economic system and human beings, but they are also crucial for better resource allocation and pricing plans for phone companies, to improve inventory and service allocation in both online and street retail. In recent years, some statistical research on human correspondence has proven that the inter-event time distribution satisfies a power law, but the judgment for scaling exponent is still controversial. In this paper, we collect communications data from Sui Gu and Van Gogh and find the inter-event time distribution fits a power law with exponent 1.5, which is in accordance with Barabási's conclusion. In addition, the inter-event time distribution about two men's letters for 5 consecutive years also follows Power-law distribution with the same exponent.
人类行为的时间统计研究不仅有助于深刻理解社会经济系统和人类的复杂性,而且对于电话公司更好地配置资源和定价计划,改善在线和街头零售的库存和服务分配至关重要。近年来,一些关于人类通信的统计研究已经证明了事件间时间分布满足幂律,但对于标度指数的判断仍存在争议。在本文中,我们收集了隋谷和梵高的通信数据,发现事件间时间分布符合指数为1.5的幂律,这与Barabási的结论一致。另外,两个人连续5年书信的事件间时间分布也遵循幂律分布,且指数相同。
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引用次数: 3
Optimal control for linear time-varying systems with multiple time-delays 多时滞线性时变系统的最优控制
Hai-Lin Liu, G. Tang, Shiyuan Han
This paper considers the optimal control problem of a class of linear time-varying systems with multiple time-delays. A novel design approach to the optimal control law is proposed. By constructing a new state vector, the original system model and the performance index are simplified to equivalent ones without time-delay. So the infinite dimension problem of optimal control for systems with time-delays is avoided. The optimal control law is found by solving a matrix differential equation instead of a two-point boundary value problem, Simulation results demonstrate the effectiveness of the optimal control approach.
研究一类多时滞线性时变系统的最优控制问题。提出了一种新的最优控制律设计方法。通过构造新的状态向量,将原有的系统模型和性能指标简化为没有时滞的等效模型和性能指标。从而避免了时滞系统的无穷维最优控制问题。通过求解矩阵微分方程而不是两点边值问题来找到最优控制律,仿真结果证明了该最优控制方法的有效性。
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引用次数: 3
Numerical simulation of local response of ship in underwater explosive shock 水下爆炸冲击中船舶局部响应的数值模拟
A. Zhu-Feng, B. Zhu-WeiHua, C. Kong-XiangZhen, D. Peng-ji, E. Lin-BiHui
Based on the finite element analysis with centered finite difference, this paper focuses on the underwater explosives, and the response of outer side armor of the ship under its impact. Investigating the linear placed cartridge Dynamite Explosion on different positions at the same depth in the water in the course of the study. And got the local displacement of ship plate and local stress and strain increase with time changes, the study gives the relationship between certain amount of Local maximum displacement of the armored ship and center of the explosion to the ship's side. The results show that: ALE method is applicable to solve the explosion problem in the Solid-fluid coupling which can better simulate and forecast the structure response under the nonlinear dynamic of blast.
基于中心有限差分法的有限元分析方法,研究了水下炸药及其对舰船外装甲的影响。在研究过程中,对同一水深不同位置的线性放置装药炸药爆炸进行了研究。得到了船板局部位移和局部应力应变随时间变化的变化规律,给出了装甲船一定的局部最大位移与船侧爆炸中心的关系。结果表明:ALE方法适用于固流耦合爆炸问题,能较好地模拟和预测结构在非线性爆炸动力作用下的响应。
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引用次数: 5
期刊
Proceedings of 2011 International Conference on Modelling, Identification and Control
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